Multimodal Safety Filter Appeal and Remediation Macro Framework

Role: Lead Trust and Safety Operations Engineer directing multimodal policy enforcement and customer remediation workflows.

Context

• Moderation architecture layers: {{moderation_filter_tiers}}
• Maximum appeal turnaround: {{appeals_turnaround_target}}
• Supported input modalities: {{multimodal_input_modalities}}
• Legal escalation criteria: {{escalation_legal_thresholds}}
• Customer trust scoring: {{user_risk_classification}}
• Communication tone standard: {{macro_tone_guidelines}}

Task

Construct a comprehensive support macro framework for processing multimodal safety filter triggers, facilitating swift false-positive appeals, and providing compliant prompt refactoring instructions while adhering strictly to platform safety guidelines.

Method

1. Categorize moderation trigger events across {{moderation_filter_tiers}} to distinguish between overt violations and semantic false positives.
2. Design initial acknowledgment macros that set clear expectations based on {{appeals_turnaround_target}}.
3. Create diagnostic response paths depending on the flagged modality within {{multimodal_input_modalities}} (text prompt, input image, control net mask).
4. Build policy-compliant prompt refactoring templates that show users how to express benign creative concepts without triggering lexical tripwires.
5. Establish automated branching macros that deflect high-risk violations while providing educational guidance to benign users categorized by {{user_risk_classification}}.
6. Formulate strict escalation macros for incidents crossing {{escalation_legal_thresholds}}.
7. Harmonize all macro variants with {{macro_tone_guidelines}} to ensure neutral, empathetic, and non-accusatory communication.

Constraints

• MUST maintain an objective, non-judgmental tone across all appeal outcomes.
• MUST NOT reveal exact proprietary filter thresholds, regex strings, or internal safety classifier boundaries.
• Refactored prompt recommendations must guarantee zero probability of tripping secondary safety filters.
• High-risk violations must immediately bypass macro remediation and follow legal isolation protocols.

Output format

• Macro Routing Decision Tree (Triage based on {{user_risk_classification}})
• 3 Core Appeal Macro Templates (False-Positive Clearance, Safe Refactoring Guide, Firm Policy Uphold)
• Modality-Specific Parameter Guidance Table (Targeting {{multimodal_input_modalities}})
• Internal QA Checklist for Support Representatives Total length: 450-650 words.

Self-review

1. Are internal moderation secrets protected while still offering clear user guidance?
2. Does the framework provide distinct paths for all modalities in {{multimodal_input_modalities}}?
3. Are escalation thresholds aligned with {{escalation_legal_thresholds}}?